Overview

Dataset statistics

Number of variables24
Number of observations7000
Missing cells1809
Missing cells (%)1.1%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory4.9 MiB
Average record size in memory740.6 B

Variable types

NUM15
CAT9

Reproduction

Analysis started2020-06-19 10:02:08.333807
Analysis finished2020-06-19 10:03:54.508938
Duration1 minute and 46.18 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

Time_of_service is highly correlated with AgeHigh correlation
Age is highly correlated with Time_of_serviceHigh correlation
Age has 412 (5.9%) missing values Missing
Time_of_service has 144 (2.1%) missing values Missing
VAR2 has 577 (8.2%) missing values Missing
VAR4 has 656 (9.4%) missing values Missing
Employee_ID has unique values Unique
Time_of_service has 162 (2.3%) zeros Zeros
Time_since_promotion has 162 (2.3%) zeros Zeros

Variables

Employee_ID
Categorical

UNIQUE

Distinct count7000
Unique (%)100.0%
Missing0
Missing (%)0.0%
Memory size54.8 KiB
EID_16344
 
1
EID_3157
 
1
EID_13589
 
1
EID_2147
 
1
EID_9841
 
1
Other values (6995)
6995
ValueCountFrequency (%) 
EID_163441< 0.1%
 
EID_31571< 0.1%
 
EID_135891< 0.1%
 
EID_21471< 0.1%
 
EID_98411< 0.1%
 
EID_212501< 0.1%
 
EID_67331< 0.1%
 
EID_209971< 0.1%
 
EID_202691< 0.1%
 
EID_212151< 0.1%
 
EID_207271< 0.1%
 
EID_109061< 0.1%
 
EID_50231< 0.1%
 
EID_213251< 0.1%
 
EID_168931< 0.1%
 
EID_86861< 0.1%
 
EID_83701< 0.1%
 
EID_253301< 0.1%
 
EID_71271< 0.1%
 
EID_225281< 0.1%
 
EID_142541< 0.1%
 
EID_219711< 0.1%
 
EID_155051< 0.1%
 
EID_77231< 0.1%
 
EID_243241< 0.1%
 
Other values (6975)697599.6%
 

Length

Max length9
Median length9
Mean length8.641571429
Min length8

Overview of Unicode Properties

Unique unicode characters14
Unique unicode categories (?)3
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
E700011.6%
 
I700011.6%
 
D700011.6%
 
_700011.6%
 
157809.6%
 
245287.5%
 
329944.9%
 
529784.9%
 
429614.9%
 
926854.4%
 
726544.4%
 
626424.4%
 
026354.4%
 
826344.4%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number3249153.7%
 
Uppercase Letter2100034.7%
 
Connector Punctuation700011.6%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
E700033.3%
 
I700033.3%
 
D700033.3%
 

Most frequent Connector Punctuation characters

ValueCountFrequency (%) 
_7000100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
1578017.8%
 
2452813.9%
 
329949.2%
 
529789.2%
 
429619.1%
 
926858.3%
 
726548.2%
 
626428.1%
 
026358.1%
 
826348.1%
 

Most occurring scripts

ValueCountFrequency (%) 
Common3949165.3%
 
Latin2100034.7%
 

Most frequent Latin characters

ValueCountFrequency (%) 
E700033.3%
 
I700033.3%
 
D700033.3%
 

Most frequent Common characters

ValueCountFrequency (%) 
_700017.7%
 
1578014.6%
 
2452811.5%
 
329947.6%
 
529787.5%
 
429617.5%
 
926856.8%
 
726546.7%
 
626426.7%
 
026356.7%
 
826346.7%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII60491100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
E700011.6%
 
I700011.6%
 
D700011.6%
 
_700011.6%
 
157809.6%
 
245287.5%
 
329944.9%
 
529784.9%
 
429614.9%
 
926854.4%
 
726544.4%
 
626424.4%
 
026354.4%
 
826344.4%
 

Gender
Categorical

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size54.8 KiB
F
4114
M
2886
ValueCountFrequency (%) 
F411458.8%
 
M288641.2%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters2
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
F411458.8%
 
M288641.2%
 

Most occurring categories

ValueCountFrequency (%) 
Uppercase Letter7000100.0%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
F411458.8%
 
M288641.2%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin7000100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
F411458.8%
 
M288641.2%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII7000100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
F411458.8%
 
M288641.2%
 

Age
Real number (ℝ≥0)

HIGH CORRELATION
MISSING

Distinct count47
Unique (%)0.7%
Missing412
Missing (%)5.9%
Infinite0
Infinite (%)0.0%
Mean39.62279902853673
Minimum19.0
Maximum65.0
Zeros0
Zeros (%)0.0%
Memory size54.8 KiB

Quantile statistics

Minimum19
5-th percentile21
Q127
median37
Q352
95-th percentile62
Maximum65
Range46
Interquartile range (IQR)25

Descriptive statistics

Standard deviation13.60691994
Coefficient of variation (CV)0.343411376
Kurtosis-1.210795731
Mean39.62279903
Median Absolute Deviation (MAD)11
Skewness0.2434874403
Sum261035
Variance185.1482702
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
222353.4%
 
252353.4%
 
272313.3%
 
312183.1%
 
542123.0%
 
602113.0%
 
262103.0%
 
372083.0%
 
352052.9%
 
521992.8%
 
281942.8%
 
471932.8%
 
421932.8%
 
301912.7%
 
321892.7%
 
241852.6%
 
451842.6%
 
211712.4%
 
651522.2%
 
191512.2%
 
231482.1%
 
591361.9%
 
581221.7%
 
201221.7%
 
291151.6%
 
Other values (22)197828.3%
 
(Missing)4125.9%
 
ValueCountFrequency (%) 
191512.2%
 
201221.7%
 
211712.4%
 
222353.4%
 
231482.1%
 
241852.6%
 
252353.4%
 
262103.0%
 
272313.3%
 
281942.8%
 
ValueCountFrequency (%) 
651522.2%
 
64951.4%
 
63731.0%
 
62691.0%
 
61630.9%
 
602113.0%
 
591361.9%
 
581221.7%
 
57921.3%
 
56941.3%
 

Education_Level
Real number (ℝ≥0)

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.1878571428571427
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size54.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q13
median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.06510243
Coefficient of variation (CV)0.3341123463
Kurtosis-0.1874168785
Mean3.187857143
Median Absolute Deviation (MAD)1
Skewness-0.4040642036
Sum22315
Variance1.134443186
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3287841.1%
 
4207629.7%
 
16959.9%
 
26919.9%
 
56609.4%
 
ValueCountFrequency (%) 
16959.9%
 
26919.9%
 
3287841.1%
 
4207629.7%
 
56609.4%
 
ValueCountFrequency (%) 
56609.4%
 
4207629.7%
 
3287841.1%
 
26919.9%
 
16959.9%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size54.8 KiB
Married
4520
Single
2480
ValueCountFrequency (%) 
Married452064.6%
 
Single248035.4%
 

Length

Max length7
Median length7
Mean length6.645714286
Min length6

Overview of Unicode Properties

Unique unicode characters10
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
r904019.4%
 
i700015.0%
 
e700015.0%
 
M45209.7%
 
a45209.7%
 
d45209.7%
 
S24805.3%
 
n24805.3%
 
g24805.3%
 
l24805.3%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter3952085.0%
 
Uppercase Letter700015.0%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
M452064.6%
 
S248035.4%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
r904022.9%
 
i700017.7%
 
e700017.7%
 
a452011.4%
 
d452011.4%
 
n24806.3%
 
g24806.3%
 
l24806.3%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin46520100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
r904019.4%
 
i700015.0%
 
e700015.0%
 
M45209.7%
 
a45209.7%
 
d45209.7%
 
S24805.3%
 
n24805.3%
 
g24805.3%
 
l24805.3%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII46520100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
r904019.4%
 
i700015.0%
 
e700015.0%
 
M45209.7%
 
a45209.7%
 
d45209.7%
 
S24805.3%
 
n24805.3%
 
g24805.3%
 
l24805.3%
 

Hometown
Categorical

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size54.8 KiB
Lebanon
2070
Springfield
1736
Franklin
1523
Washington
1106
Clinton
565
ValueCountFrequency (%) 
Lebanon207029.6%
 
Springfield173624.8%
 
Franklin152321.8%
 
Washington110615.8%
 
Clinton5658.1%
 

Length

Max length11
Median length8
Mean length8.683571429
Min length7

Overview of Unicode Properties

Unique unicode characters21
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
n1226420.2%
 
i666611.0%
 
a46997.7%
 
l38246.3%
 
e38066.3%
 
o37416.2%
 
r32595.4%
 
g28424.7%
 
L20703.4%
 
b20703.4%
 
S17362.9%
 
p17362.9%
 
f17362.9%
 
d17362.9%
 
t16712.7%
 
F15232.5%
 
k15232.5%
 
W11061.8%
 
s11061.8%
 
h11061.8%
 
C5650.9%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter5378588.5%
 
Uppercase Letter700011.5%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
L207029.6%
 
S173624.8%
 
F152321.8%
 
W110615.8%
 
C5658.1%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
n1226422.8%
 
i666612.4%
 
a46998.7%
 
l38247.1%
 
e38067.1%
 
o37417.0%
 
r32596.1%
 
g28425.3%
 
b20703.8%
 
p17363.2%
 
f17363.2%
 
d17363.2%
 
t16713.1%
 
k15232.8%
 
s11062.1%
 
h11062.1%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin60785100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
n1226420.2%
 
i666611.0%
 
a46997.7%
 
l38246.3%
 
e38066.3%
 
o37416.2%
 
r32595.4%
 
g28424.7%
 
L20703.4%
 
b20703.4%
 
S17362.9%
 
p17362.9%
 
f17362.9%
 
d17362.9%
 
t16712.7%
 
F15232.5%
 
k15232.5%
 
W11061.8%
 
s11061.8%
 
h11061.8%
 
C5650.9%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII60785100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
n1226420.2%
 
i666611.0%
 
a46997.7%
 
l38246.3%
 
e38066.3%
 
o37416.2%
 
r32595.4%
 
g28424.7%
 
L20703.4%
 
b20703.4%
 
S17362.9%
 
p17362.9%
 
f17362.9%
 
d17362.9%
 
t16712.7%
 
F15232.5%
 
k15232.5%
 
W11061.8%
 
s11061.8%
 
h11061.8%
 
C5650.9%
 

Unit
Categorical

Distinct count12
Unique (%)0.2%
Missing0
Missing (%)0.0%
Memory size54.8 KiB
IT
1394
Logistics
1173
Sales
943
Operarions
706
R&D
680
Other values (7)
2104
ValueCountFrequency (%) 
IT139419.9%
 
Logistics117316.8%
 
Sales94313.5%
 
Operarions70610.1%
 
R&D6809.7%
 
Purchasing5047.2%
 
Accounting and Finance4967.1%
 
Human Resource Management3444.9%
 
Marketing2123.0%
 
Production2113.0%
 
Quality1932.8%
 
Security1442.1%
 

Length

Max length25
Median length9
Mean length8.319
Min length2

Overview of Unicode Properties

Unique unicode characters33
Unique unicode categories (?)4
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
i53089.1%
 
n51458.8%
 
s48438.3%
 
a45827.9%
 
e38776.7%
 
c38646.6%
 
o31415.4%
 
r28274.9%
 
t27734.8%
 
g27294.7%
 
u22363.8%
 
16802.9%
 
I13942.4%
 
T13942.4%
 
L11732.0%
 
l11362.0%
 
S10871.9%
 
R10241.8%
 
P7151.2%
 
d7071.2%
 
O7061.2%
 
p7061.2%
 
m6881.2%
 
&6801.2%
 
D6801.2%
 
Other values (8)31385.4%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter4561578.3%
 
Uppercase Letter1025817.6%
 
Space Separator16802.9%
 
Other Punctuation6801.2%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
I139413.6%
 
T139413.6%
 
L117311.4%
 
S108710.6%
 
R102410.0%
 
P7157.0%
 
O7066.9%
 
D6806.6%
 
M5565.4%
 
A4964.8%
 
F4964.8%
 
H3443.4%
 
Q1931.9%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
i530811.6%
 
n514511.3%
 
s484310.6%
 
a458210.0%
 
e38778.5%
 
c38648.5%
 
o31416.9%
 
r28276.2%
 
t27736.1%
 
g27296.0%
 
u22364.9%
 
l11362.5%
 
d7071.5%
 
p7061.5%
 
m6881.5%
 
h5041.1%
 
y3370.7%
 
k2120.5%
 

Most frequent Space Separator characters

ValueCountFrequency (%) 
1680100.0%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
&680100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin5587395.9%
 
Common23604.1%
 

Most frequent Latin characters

ValueCountFrequency (%) 
i53089.5%
 
n51459.2%
 
s48438.7%
 
a45828.2%
 
e38776.9%
 
c38646.9%
 
o31415.6%
 
r28275.1%
 
t27735.0%
 
g27294.9%
 
u22364.0%
 
I13942.5%
 
T13942.5%
 
L11732.1%
 
l11362.0%
 
S10871.9%
 
R10241.8%
 
P7151.3%
 
d7071.3%
 
O7061.3%
 
p7061.3%
 
m6881.2%
 
D6801.2%
 
M5561.0%
 
h5040.9%
 
Other values (6)20783.7%
 

Most frequent Common characters

ValueCountFrequency (%) 
168071.2%
 
&68028.8%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII58233100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
i53089.1%
 
n51458.8%
 
s48438.3%
 
a45827.9%
 
e38776.7%
 
c38646.6%
 
o31415.4%
 
r28274.9%
 
t27734.8%
 
g27294.7%
 
u22363.8%
 
16802.9%
 
I13942.4%
 
T13942.4%
 
L11732.0%
 
l11362.0%
 
S10871.9%
 
R10241.8%
 
P7151.2%
 
d7071.2%
 
O7061.2%
 
p7061.2%
 
m6881.2%
 
&6801.2%
 
D6801.2%
 
Other values (8)31385.4%
 
Distinct count4
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size54.8 KiB
Conceptual
1756
Analytical
1755
Directive
1753
Behavioral
1736
ValueCountFrequency (%) 
Conceptual175625.1%
 
Analytical175525.1%
 
Directive175325.0%
 
Behavioral173624.8%
 

Length

Max length10
Median length10
Mean length9.749571429
Min length9

Overview of Unicode Properties

Unique unicode characters18
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
a873812.8%
 
l700210.3%
 
e699810.3%
 
i699710.3%
 
c52647.7%
 
t52647.7%
 
n35115.1%
 
o34925.1%
 
v34895.1%
 
r34895.1%
 
C17562.6%
 
p17562.6%
 
u17562.6%
 
A17552.6%
 
y17552.6%
 
D17532.6%
 
B17362.5%
 
h17362.5%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter6124789.7%
 
Uppercase Letter700010.3%
 

Most frequent Uppercase Letter characters

ValueCountFrequency (%) 
C175625.1%
 
A175525.1%
 
D175325.0%
 
B173624.8%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
a873814.3%
 
l700211.4%
 
e699811.4%
 
i699711.4%
 
c52648.6%
 
t52648.6%
 
n35115.7%
 
o34925.7%
 
v34895.7%
 
r34895.7%
 
p17562.9%
 
u17562.9%
 
y17552.9%
 
h17362.8%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin68247100.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
a873812.8%
 
l700210.3%
 
e699810.3%
 
i699710.3%
 
c52647.7%
 
t52647.7%
 
n35115.1%
 
o34925.1%
 
v34895.1%
 
r34895.1%
 
C17562.6%
 
p17562.6%
 
u17562.6%
 
A17552.6%
 
y17552.6%
 
D17532.6%
 
B17362.5%
 
h17362.5%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII68247100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
a873812.8%
 
l700210.3%
 
e699810.3%
 
i699710.3%
 
c52647.7%
 
t52647.7%
 
n35115.1%
 
o34925.1%
 
v34895.1%
 
r34895.1%
 
C17562.6%
 
p17562.6%
 
u17562.6%
 
A17552.6%
 
y17552.6%
 
D17532.6%
 
B17362.5%
 
h17362.5%
 

Time_of_service
Real number (ℝ≥0)

HIGH CORRELATION
MISSING
ZEROS

Distinct count44
Unique (%)0.6%
Missing144
Missing (%)2.1%
Infinite0
Infinite (%)0.0%
Mean13.385064177362894
Minimum0.0
Maximum43.0
Zeros162
Zeros (%)2.3%
Memory size54.8 KiB

Quantile statistics

Minimum0
5-th percentile2
Q15
median10
Q321
95-th percentile34
Maximum43
Range43
Interquartile range (IQR)16

Descriptive statistics

Standard deviation10.3641884
Coefficient of variation (CV)0.7743099522
Kurtosis-0.3864286041
Mean13.38506418
Median Absolute Deviation (MAD)6
Skewness0.8003752974
Sum91768
Variance107.4164013
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
65457.8%
 
55037.2%
 
34716.7%
 
44396.3%
 
22974.2%
 
82763.9%
 
72583.7%
 
102183.1%
 
92052.9%
 
131952.8%
 
121912.7%
 
151782.5%
 
111782.5%
 
141752.5%
 
01622.3%
 
181542.2%
 
161502.1%
 
221462.1%
 
201422.0%
 
211372.0%
 
241291.8%
 
11271.8%
 
171241.8%
 
191221.7%
 
231181.7%
 
Other values (19)121617.4%
 
(Missing)1442.1%
 
ValueCountFrequency (%) 
01622.3%
 
11271.8%
 
22974.2%
 
34716.7%
 
44396.3%
 
55037.2%
 
65457.8%
 
72583.7%
 
82763.9%
 
92052.9%
 
ValueCountFrequency (%) 
4380.1%
 
42170.2%
 
41180.3%
 
40240.3%
 
39290.4%
 
38480.7%
 
37510.7%
 
36510.7%
 
35600.9%
 
34550.8%
 

Time_since_promotion
Real number (ℝ≥0)

ZEROS

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.367142857142857
Minimum0
Maximum4
Zeros162
Zeros (%)2.3%
Memory size54.8 KiB

Quantile statistics

Minimum0
5-th percentile1
Q11
median2
Q33
95-th percentile4
Maximum4
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.149395118
Coefficient of variation (CV)0.4855622105
Kurtosis-1.162237335
Mean2.367142857
Median Absolute Deviation (MAD)1
Skewness0.009156273346
Sum16570
Variance1.321109138
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1181926.0%
 
2181125.9%
 
3170324.3%
 
4150521.5%
 
01622.3%
 
ValueCountFrequency (%) 
01622.3%
 
1181926.0%
 
2181125.9%
 
3170324.3%
 
4150521.5%
 
ValueCountFrequency (%) 
4150521.5%
 
3170324.3%
 
2181125.9%
 
1181926.0%
 
01622.3%
 

growth_rate
Real number (ℝ≥0)

Distinct count55
Unique (%)0.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean47.06428571428572
Minimum20
Maximum74
Zeros0
Zeros (%)0.0%
Memory size54.8 KiB

Quantile statistics

Minimum20
5-th percentile23
Q133
median47
Q361
95-th percentile71
Maximum74
Range54
Interquartile range (IQR)28

Descriptive statistics

Standard deviation15.76140627
Coefficient of variation (CV)0.334891012
Kurtosis-1.202856923
Mean47.06428571
Median Absolute Deviation (MAD)14
Skewness-0.0160689077
Sum329450
Variance248.4219276
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
451472.1%
 
641472.1%
 
511452.1%
 
611432.0%
 
591412.0%
 
241402.0%
 
561402.0%
 
581402.0%
 
371392.0%
 
521392.0%
 
301382.0%
 
341372.0%
 
541361.9%
 
231361.9%
 
671351.9%
 
291351.9%
 
321351.9%
 
661351.9%
 
311341.9%
 
491331.9%
 
421331.9%
 
621321.9%
 
271311.9%
 
391301.9%
 
701301.9%
 
Other values (30)356951.0%
 
ValueCountFrequency (%) 
201231.8%
 
211131.6%
 
221131.6%
 
231361.9%
 
241402.0%
 
251301.9%
 
26991.4%
 
271311.9%
 
281281.8%
 
291351.9%
 
ValueCountFrequency (%) 
741071.5%
 
731221.7%
 
721161.7%
 
711281.8%
 
701301.9%
 
691291.8%
 
681281.8%
 
671351.9%
 
661351.9%
 
651071.5%
 

Travel_Rate
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size54.8 KiB
1
3827
0
2224
2
949
ValueCountFrequency (%) 
1382754.7%
 
0222431.8%
 
294913.6%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters3
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
1382754.7%
 
0222431.8%
 
294913.6%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number7000100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
1382754.7%
 
0222431.8%
 
294913.6%
 

Most occurring scripts

ValueCountFrequency (%) 
Common7000100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
1382754.7%
 
0222431.8%
 
294913.6%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII7000100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
1382754.7%
 
0222431.8%
 
294913.6%
 

Post_Level
Real number (ℝ≥0)

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.798
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size54.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q33
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.163721018
Coefficient of variation (CV)0.4159117289
Kurtosis-0.6512604004
Mean2.798
Median Absolute Deviation (MAD)1
Skewness0.2145265274
Sum19586
Variance1.354246607
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3243534.8%
 
2178625.5%
 
4104614.9%
 
1103514.8%
 
569810.0%
 
ValueCountFrequency (%) 
1103514.8%
 
2178625.5%
 
3243534.8%
 
4104614.9%
 
569810.0%
 
ValueCountFrequency (%) 
569810.0%
 
4104614.9%
 
3243534.8%
 
2178625.5%
 
1103514.8%
 

Pay_Scale
Real number (ℝ≥0)

Distinct count10
Unique (%)0.1%
Missing9
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean6.0062938063224145
Minimum1.0
Maximum10.0
Zeros0
Zeros (%)0.0%
Memory size54.8 KiB

Quantile statistics

Minimum1
5-th percentile2
Q15
median6
Q38
95-th percentile9
Maximum10
Range9
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.05843542
Coefficient of variation (CV)0.342713075
Kurtosis-0.4450642105
Mean6.006293806
Median Absolute Deviation (MAD)2
Skewness-0.2599763222
Sum41990
Variance4.237156377
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
8139219.9%
 
6128418.3%
 
5116016.6%
 
498314.0%
 
781111.6%
 
94646.6%
 
22774.0%
 
32553.6%
 
102093.0%
 
11562.2%
 
(Missing)90.1%
 
ValueCountFrequency (%) 
11562.2%
 
22774.0%
 
32553.6%
 
498314.0%
 
5116016.6%
 
6128418.3%
 
781111.6%
 
8139219.9%
 
94646.6%
 
102093.0%
 
ValueCountFrequency (%) 
102093.0%
 
94646.6%
 
8139219.9%
 
781111.6%
 
6128418.3%
 
5116016.6%
 
498314.0%
 
32553.6%
 
22774.0%
 
11562.2%
 
Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size54.8 KiB
type2
3945
type3
2382
type4
 
353
type0
 
187
type1
 
133
ValueCountFrequency (%) 
type2394556.4%
 
type3238234.0%
 
type43535.0%
 
type01872.7%
 
type11331.9%
 

Length

Max length5
Median length5
Mean length5
Min length5

Overview of Unicode Properties

Unique unicode characters9
Unique unicode categories (?)2
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
t700020.0%
 
y700020.0%
 
p700020.0%
 
e700020.0%
 
2394511.3%
 
323826.8%
 
43531.0%
 
01870.5%
 
11330.4%
 

Most occurring categories

ValueCountFrequency (%) 
Lowercase Letter2800080.0%
 
Decimal Number700020.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
t700025.0%
 
y700025.0%
 
p700025.0%
 
e700025.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
2394556.4%
 
3238234.0%
 
43535.0%
 
01872.7%
 
11331.9%
 

Most occurring scripts

ValueCountFrequency (%) 
Latin2800080.0%
 
Common700020.0%
 

Most frequent Latin characters

ValueCountFrequency (%) 
t700025.0%
 
y700025.0%
 
p700025.0%
 
e700025.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
2394556.4%
 
3238234.0%
 
43535.0%
 
01872.7%
 
11331.9%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII35000100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
t700020.0%
 
y700020.0%
 
p700020.0%
 
e700020.0%
 
2394511.3%
 
323826.8%
 
43531.0%
 
01870.5%
 
11330.4%
 

Work_Life_balance
Real number (ℝ≥0)

Distinct count5
Unique (%)0.1%
Missing11
Missing (%)0.2%
Infinite0
Infinite (%)0.0%
Mean2.3878952639862643
Minimum1.0
Maximum5.0
Zeros0
Zeros (%)0.0%
Memory size54.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q11
median2
Q33
95-th percentile4
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.122786313
Coefficient of variation (CV)0.4701991455
Kurtosis-1.091044398
Mean2.387895264
Median Absolute Deviation (MAD)1
Skewness0.1943418895
Sum16689
Variance1.260649104
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1204229.2%
 
3202328.9%
 
2161523.1%
 
4119717.1%
 
51121.6%
 
(Missing)110.2%
 
ValueCountFrequency (%) 
1204229.2%
 
2161523.1%
 
3202328.9%
 
4119717.1%
 
51121.6%
 
ValueCountFrequency (%) 
51121.6%
 
4119717.1%
 
3202328.9%
 
2161523.1%
 
1204229.2%
 

VAR1
Real number (ℝ≥0)

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.0985714285714288
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size54.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q13
median3
Q33
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)0

Descriptive statistics

Standard deviation0.8363769862
Coefficient of variation (CV)0.2699234165
Kurtosis0.9634666813
Mean3.098571429
Median Absolute Deviation (MAD)0
Skewness-0.1618374522
Sum21690
Variance0.699526463
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3419359.9%
 
4137219.6%
 
271610.2%
 
53685.3%
 
13515.0%
 
ValueCountFrequency (%) 
13515.0%
 
271610.2%
 
3419359.9%
 
4137219.6%
 
53685.3%
 
ValueCountFrequency (%) 
53685.3%
 
4137219.6%
 
3419359.9%
 
271610.2%
 
13515.0%
 

VAR2
Real number (ℝ)

MISSING

Distinct count5
Unique (%)0.1%
Missing577
Missing (%)8.2%
Infinite0
Infinite (%)0.0%
Mean-0.008125969173283523
Minimum-1.8176
Maximum1.6081
Zeros0
Zeros (%)0.0%
Memory size54.8 KiB

Quantile statistics

Minimum-1.8176
5-th percentile-1.8176
Q1-0.9612
median-0.1048
Q30.7516
95-th percentile1.6081
Maximum1.6081
Range3.4257
Interquartile range (IQR)1.7128

Descriptive statistics

Standard deviation0.9898497993
Coefficient of variation (CV)-121.8131374
Kurtosis-0.7839593532
Mean-0.008125969173
Median Absolute Deviation (MAD)0.8564
Skewness-0.4284199324
Sum-52.1931
Variance0.9798026251
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.7516245835.1%
 
-0.1048162923.3%
 
-0.9612104715.0%
 
-1.817681611.7%
 
1.60814736.8%
 
(Missing)5778.2%
 
ValueCountFrequency (%) 
-1.817681611.7%
 
-0.9612104715.0%
 
-0.1048162923.3%
 
0.7516245835.1%
 
1.60814736.8%
 
ValueCountFrequency (%) 
1.60814736.8%
 
0.7516245835.1%
 
-0.1048162923.3%
 
-0.9612104715.0%
 
-1.817681611.7%
 

VAR3
Real number (ℝ)

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-0.013606457142857117
Minimum-2.7762
Maximum1.8688
Zeros0
Zeros (%)0.0%
Memory size54.8 KiB

Quantile statistics

Minimum-2.7762
5-th percentile-1.615
Q1-0.4537
median-0.4537
Q30.7075
95-th percentile1.8688
Maximum1.8688
Range4.645
Interquartile range (IQR)1.1612

Descriptive statistics

Standard deviation0.9869327185
Coefficient of variation (CV)-72.53414376
Kurtosis0.5009805111
Mean-0.01360645714
Median Absolute Deviation (MAD)1.1612
Skewness-0.2337820111
Sum-95.2452
Variance0.9740361908
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
-0.4537336348.0%
 
0.7075232933.3%
 
1.86886108.7%
 
-1.6155007.1%
 
-2.77621982.8%
 
ValueCountFrequency (%) 
-2.77621982.8%
 
-1.6155007.1%
 
-0.4537336348.0%
 
0.7075232933.3%
 
1.86886108.7%
 
ValueCountFrequency (%) 
1.86886108.7%
 
0.7075232933.3%
 
-0.4537336348.0%
 
-1.6155007.1%
 
-2.77621982.8%
 

VAR4
Categorical

MISSING

Distinct count3
Unique (%)< 0.1%
Missing656
Missing (%)9.4%
Memory size54.8 KiB
2
4491
1
1272
3
 
581
ValueCountFrequency (%) 
2449164.2%
 
1127218.2%
 
35818.3%
 
(Missing)6569.4%
 

Length

Max length3
Median length3
Mean length3
Min length3

Overview of Unicode Properties

Unique unicode characters7
Unique unicode categories (?)3
Unique unicode scripts (?)2
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
.634430.2%
 
0634430.2%
 
2449121.4%
 
n13126.2%
 
112726.1%
 
a6563.1%
 
35812.8%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number1268860.4%
 
Other Punctuation634430.2%
 
Lowercase Letter19689.4%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
0634450.0%
 
2449135.4%
 
1127210.0%
 
35814.6%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
.6344100.0%
 

Most frequent Lowercase Letter characters

ValueCountFrequency (%) 
n131266.7%
 
a65633.3%
 

Most occurring scripts

ValueCountFrequency (%) 
Common1903290.6%
 
Latin19689.4%
 

Most frequent Common characters

ValueCountFrequency (%) 
.634433.3%
 
0634433.3%
 
2449123.6%
 
112726.7%
 
35813.1%
 

Most frequent Latin characters

ValueCountFrequency (%) 
n131266.7%
 
a65633.3%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII21000100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
.634430.2%
 
0634430.2%
 
2449121.4%
 
n13126.2%
 
112726.1%
 
a6563.1%
 
35812.8%
 

VAR5
Real number (ℝ≥0)

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.834142857142857
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size54.8 KiB

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q33
95-th percentile4
Maximum5
Range4
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.9389448085
Coefficient of variation (CV)0.3312976289
Kurtosis-0.4137222333
Mean2.834142857
Median Absolute Deviation (MAD)1
Skewness0.06270184648
Sum19839
Variance0.8816173535
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3275839.4%
 
2208529.8%
 
4145020.7%
 
14856.9%
 
52223.2%
 
ValueCountFrequency (%) 
14856.9%
 
2208529.8%
 
3275839.4%
 
4145020.7%
 
52223.2%
 
ValueCountFrequency (%) 
52223.2%
 
4145020.7%
 
3275839.4%
 
2208529.8%
 
14856.9%
 

VAR6
Real number (ℝ≥0)

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.101285714285714
Minimum5
Maximum9
Zeros0
Zeros (%)0.0%
Memory size54.8 KiB

Quantile statistics

Minimum5
5-th percentile5
Q16
median7
Q38
95-th percentile9
Maximum9
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.164262117
Coefficient of variation (CV)0.1639508905
Kurtosis-0.8240199302
Mean7.101285714
Median Absolute Deviation (MAD)1
Skewness-0.4088799548
Sum49709
Variance1.355506276
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
8266138.0%
 
7173424.8%
 
6117416.8%
 
591013.0%
 
95217.4%
 
ValueCountFrequency (%) 
591013.0%
 
6117416.8%
 
7173424.8%
 
8266138.0%
 
95217.4%
 
ValueCountFrequency (%) 
95217.4%
 
8266138.0%
 
7173424.8%
 
6117416.8%
 
591013.0%
 

VAR7
Real number (ℝ≥0)

Distinct count5
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.257
Minimum1
Maximum5
Zeros0
Zeros (%)0.0%
Memory size54.8 KiB

Quantile statistics

Minimum1
5-th percentile2
Q13
median3
Q34
95-th percentile5
Maximum5
Range4
Interquartile range (IQR)1

Descriptive statistics

Standard deviation0.9253194982
Coefficient of variation (CV)0.2841017802
Kurtosis0.350866366
Mean3.257
Median Absolute Deviation (MAD)0
Skewness0.06815851154
Sum22799
Variance0.8562161737
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3392656.1%
 
4132018.9%
 
584012.0%
 
26279.0%
 
12874.1%
 
ValueCountFrequency (%) 
12874.1%
 
26279.0%
 
3392656.1%
 
4132018.9%
 
584012.0%
 
ValueCountFrequency (%) 
584012.0%
 
4132018.9%
 
3392656.1%
 
26279.0%
 
12874.1%
 

Attrition_rate
Real number (ℝ≥0)

Distinct count3317
Unique (%)47.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0.18937612857142858
Minimum0.0
Maximum0.9959
Zeros4
Zeros (%)0.1%
Memory size54.8 KiB

Quantile statistics

Minimum0
5-th percentile0.013295
Q10.0704
median0.14265
Q30.235
95-th percentile0.648855
Maximum0.9959
Range0.9959
Interquartile range (IQR)0.1646

Descriptive statistics

Standard deviation0.1857532778
Coefficient of variation (CV)0.9808695488
Kurtosis4.410103544
Mean0.1893761286
Median Absolute Deviation (MAD)0.0793
Skewness2.056875961
Sum1325.6329
Variance0.03450428021
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0.1042100.1%
 
0.031290.1%
 
0.129490.1%
 
0.03780.1%
 
0.001580.1%
 
0.1580.1%
 
0.150680.1%
 
0.176170.1%
 
0.141370.1%
 
0.067870.1%
 
0.160970.1%
 
0.057970.1%
 
0.115370.1%
 
0.029370.1%
 
0.151470.1%
 
0.187970.1%
 
0.01470.1%
 
0.048270.1%
 
0.033570.1%
 
0.112570.1%
 
0.002670.1%
 
0.005970.1%
 
0.105870.1%
 
0.036670.1%
 
0.161170.1%
 
Other values (3292)681497.3%
 
ValueCountFrequency (%) 
040.1%
 
0.00013< 0.1%
 
0.00023< 0.1%
 
0.00032< 0.1%
 
0.00051< 0.1%
 
0.00061< 0.1%
 
0.00072< 0.1%
 
0.00083< 0.1%
 
0.000940.1%
 
0.00140.1%
 
ValueCountFrequency (%) 
0.99591< 0.1%
 
0.99571< 0.1%
 
0.9931< 0.1%
 
0.9911< 0.1%
 
0.98971< 0.1%
 
0.98861< 0.1%
 
0.98821< 0.1%
 
0.9871< 0.1%
 
0.98651< 0.1%
 
0.98531< 0.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

Employee_IDGenderAgeEducation_LevelRelationship_StatusHometownUnitDecision_skill_possessTime_of_serviceTime_since_promotiongrowth_rateTravel_RatePost_LevelPay_ScaleCompensation_and_BenefitsWork_Life_balanceVAR1VAR2VAR3VAR4VAR5VAR6VAR7Attrition_rate
0EID_23371F42.04MarriedFranklinITConceptual4.0433117.0type23.040.75161.86882.04530.1841
1EID_18000M24.03SingleSpringfieldLogisticsAnalytical5.0436036.0type24.03-0.9612-0.45372.03530.0670
2EID_3891F58.03MarriedClintonQualityConceptual27.0351028.0type21.04-0.9612-0.45373.03830.0851
3EID_17492F26.03SingleLebanonHuman Resource ManagementBehavioral4.0356138.0type21.03-1.8176-0.4537NaN3730.0668
4EID_22534F31.01MarriedSpringfieldLogisticsConceptual5.0462132.0type33.010.7516-0.45372.02820.1827
5EID_2278M54.03MarriedLebanonPurchasingConceptual19.0121259.0type21.03-1.81761.86882.02830.7613
6EID_18588F21.04MarriedSpringfieldPurchasingDirective2.0150116.0type22.03-0.96120.70752.03730.2819
7EID_1235FNaN3MarriedSpringfieldSalesDirective34.0423146.0type32.03-0.1048-0.45372.03930.1169
8EID_10197M40.04SingleSpringfieldProductionAnalytical13.0149019.0type04.01NaN1.86882.05630.1968
9EID_21262M45.03MarriedLebanonITDirective21.0434025.0type34.030.7516-0.45372.04830.2870

Last rows

Employee_IDGenderAgeEducation_LevelRelationship_StatusHometownUnitDecision_skill_possessTime_of_serviceTime_since_promotiongrowth_rateTravel_RatePost_LevelPay_ScaleCompensation_and_BenefitsWork_Life_balanceVAR1VAR2VAR3VAR4VAR5VAR6VAR7Attrition_rate
6990EID_20545M22.04MarriedLebanonLogisticsAnalytical3.03431310.0type33.031.60810.70753.02820.2523
6991EID_17275M26.05MarriedFranklinAccounting and FinanceConceptual2.0251135.0type22.020.75160.70752.04630.2265
6992EID_19922F26.01MarriedFranklinAccounting and FinanceAnalytical4.0252133.0type21.01-0.10480.70752.03830.2238
6993EID_12529M33.04MarriedFranklinLogisticsDirective7.0466246.0type32.03-0.1048-0.45372.04730.2569
6994EID_11159M33.03MarriedSpringfieldAccounting and FinanceBehavioral9.0334018.0type24.04-0.10481.86882.04720.0480
6995EID_16328F23.05MarriedFranklinOperarionsBehavioral4.0120126.0type33.010.7516-0.45372.03730.7839
6996EID_8387F44.01MarriedLebanonR&DAnalytical16.0259024.0type33.02-0.1048-2.77622.04840.1055
6997EID_8077F49.03SingleSpringfieldITDirective10.0159123.0type24.02-0.1048-0.45372.04830.7847
6998EID_19597F47.03MarriedWashingtonSalesBehavioral24.0121158.0type02.040.75161.86882.03630.4162
6999EID_1640F58.03MarriedFranklinITDirective22.0274045.0type23.03-0.1048-1.61503.04530.0910